{
 "metadata": {
  "name": "",
  "signature": "sha256:a2fd6587599f8beb86781000db4e045ceabe0c34cc55dcb9478dd0c4e29c8afb"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "A worksheet allowing a comparison of the Python and C versions of LSTM.\n",
      "\n",
      "NB: This won't wory unless you have rnnscript installed."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from future import print_function\n",
      "\n",
      "from pylab import *\n",
      "import os.path\n",
      "import glob\n",
      "import ocrolib\n",
      "import rnnscript,rnnlib\n",
      "import argparse\n",
      "from ocrolib.lineest import make_normalizer\n",
      "from mpl_toolkits.mplot3d import Axes3D\n",
      "from sklearn import manifold\n",
      "from rnntests import *\n",
      "from functools import *\n",
      "import lstm; reload(lstm)\n",
      "import lstm_c; reload(lstm_c)\n",
      "figsize(12,8)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ns = 30\n",
      "genseq = partial(generate_dmod,n=ns)\n",
      "Ni = 2\n",
      "Ns = 2\n",
      "No = 1"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print(\"c_lstm\")\n",
      "clstm = lstm_c.C_LSTM(Ni,Ns,No)\n",
      "llayer = rnnscript.as_lstm2(clstm.net.hiddenLayers[0])\n",
      "clstm.setLearningRate(1e-4,0.9)\n",
      "\n",
      "errs = []\n",
      "for i in range(40000):\n",
      "    xs,ys = genseq()\n",
      "    a = clstm.ctrain(xs,ys[:,0])\n",
      "    err = sum((a-ys)**2)**.5\n",
      "    errs.append(err)\n",
      "    if i%10000==0:\n",
      "        print(i, mean(errs[-1000:]))\n",
      "        s = clstm.states()\n",
      "        clf()\n",
      "        subplot(121);\n",
      "        plot(xs,linewidth=3,alpha=0.3,color='yellow')\n",
      "        plot(ys,color='blue')\n",
      "        plot(a.ravel(),linestyle='dashed',color='red')\n",
      "        subplot(122); plot(s[:,0],s[:,1])\n",
      "        draw()\n",
      "\n",
      "test_xs,test_ys = genseq()\n",
      "print(\"done\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "c_lstm\n",
        "0 2.72833125444\n",
        "10000"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 2.5813184233\n",
        "20000"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 2.57067867332\n",
        "30000"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 2.53718237387\n",
        "done"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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QVRwHWL4c+NCHgOc/3/ZqzGBUGHuV+/kP+OiexOIJiKyFd0CcMNY3vlY9Y2xr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\nQRAEABLGBEEQBEEQBAEA+H+TRWCSIz7DNgAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import lstm as pylstm; reload(pylstm)\n",
      "import lstm_c; reload(lstm_c)\n",
      "\n",
      "before = pylstm.LSTM1(Ni,Ns,No)\n",
      "lstm_c.c_to_py(before,clstm.net)\n",
      "\n",
      "clstm.setLearningRate(0.0,0.0)\n",
      "clstm.trainer.learnRate = 0.0\n",
      "clstm.trainer.momentum = 0.0\n",
      "before.setLearningRate(0.0,0.0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "lstm_c.show_net(clstm.net)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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9U1JSEBUVhTt37mDmzJno06fPG9skJSVhz549yMjIgK2tLSZOnFil5U/WSkpK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\nKOKwBBMRERFRxGEJJiIiIqKI8yd6hEezAN0XYAAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a0 = clstm.ctrain(test_xs,test_ys[:,0],update=0)\n",
      "s0 = clstm.states()\n",
      "subplot(121);\n",
      "plot(a0.ravel(),linewidth=5,color='red',alpha=0.2)\n",
      "a1 = array(before.ctrain(test_xs,test_ys[:,0]))\n",
      "s1 = array(before.states())\n",
      "plot(a1.ravel(),linewidth=1,color='purple',linestyle='dashed')\n",
      "subplot(122)\n",
      "plot(s0[:,0],s0[:,1],linewidth=5,alpha=0.2,color='blue')\n",
      "plot(s1[:,0],s1[:,1],color='green',linestyle='dashed')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "[<matplotlib.lines.Line2D at 0x4eb74d0>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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SSktLwxWmSMw5fBhaWuDF2qd5o+Fl/vu9W7Asi6wsyMmxOzqpqKigoqIiLM9l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\nAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cnet = clstm.net\n",
      "olayer = cnet.outputLayers[0]\n",
      "deltas1 = lstm_c.sb2array(olayer.outputErrors)\n",
      "deltas2 = lstm_c.sb2array(olayer.inputErrors)\n",
      "plot(deltas1,linewidth=5,alpha=0.2,color='blue')\n",
      "plot(deltas2,linewidth=5,alpha=0.3,color='cyan')\n",
      "deltas3 = -array(before.ldeltas[-1])\n",
      "plot(deltas3,color='green',linestyle='dashed')\n",
      "deltas4 = -array(before.nets[1].dzspre)\n",
      "plot(deltas4,color='black',linestyle='dashed')\n",
      "print(deltas4.shape)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(30, 1)\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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wQrjtET5n8jcZUzERUEuBgXtKrBh2xSeTkLSSxBJRKv3VgLOGsKopZO1HITmV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\n/XhcHLrd2reF1zv+g2mY+P3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ltAeHGn+F3qcrZXHAggUsXbRIDPJBMUF6ePNd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\nAAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "clayer = rnnlib.as_lstm2(cnet.hiddenLayers[0])\n",
      "olayer = cnet.outputLayers[0]\n",
      "deltas1b = lstm_c.sb2array(clayer.outputErrors)\n",
      "plot(deltas1b,linewidth=5,alpha=0.3,color='blue')\n",
      "lr = before.nets[1]\n",
      "deltas2b = lr.backward(deltas1)\n",
      "plot(deltas2b,color='green',linestyle='dashed')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "[<matplotlib.lines.Line2D at 0x5843310>,\n",
        " <matplotlib.lines.Line2D at 0x54b1f10>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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V01Gb3Rbl9AuzR0nKVYMZMP8AyASzRDis7S/8/sIrQwDm7i/KuUoJ0CeV6oO1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\n"
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "m = {v.name:v for v in cnet.connections.values()}\n",
      "h2o = m['hidden_0_0_to_output']\n",
      "b2o = m['bias_to_output']\n",
      "h2o.debug = True\n",
      "b2o.debug = True\n",
      "h2o.clear()\n",
      "b2o.clear()\n",
      "xs = arange(6).reshape(3,2)\n",
      "ys = zeros(3)\n",
      "clstm.ctrain(xs,ys,update=0)\n",
      "h2o.debug = False\n",
      "b2o.debug = False\n",
      "print()\n",
      "print(array(h2o.dinputs).reshape(3, 2))\n",
      "print(array(h2o.dweights).reshape(3, 2))\n",
      "print()\n",
      "print(array(b2o.dinputs).reshape(3))\n",
      "print(array(b2o.dweights).reshape(3))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "[[-0.41343991 -0.11135256]\n",
        " [ 0.68053883  0.50121699]\n",
        " [ 0.76512815  0.72537126]]\n",
        "[[ 2.79681971  1.77695312]\n",
        " [ 2.79681971  1.77695312]\n",
        " [ 2.79681971  1.77695312]]\n",
        "\n",
        "[ 1.  1.  1.]\n",
        "[ 0.22160357  0.22160357  0.22160357]\n"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "before.nets[1].W2"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "array([[ 0.22160357,  2.79681971,  1.77695312]])"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "lstm_c.sb2array(h2o.frm.outputErrors)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "array([[ 0.81067991,  0.49461019],\n",
        "       [ 2.70244646,  1.71964097],\n",
        "       [ 2.72600174,  1.7319591 ]], dtype=float32)"
       ]
      }
     ],
     "prompt_number": 11
    }
   ],
   "metadata": {}
  }
 ]
}
